{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from cs231n.classifiers.neural_net import TwoLayerNet\n",
    "from __future__ import print_function\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rel_error(x, y):\n",
    "    return np.max(np.abs(x - y) / (np.maximum(1e-8, np.abs(x) + np.abs(y))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_size = 4\n",
    "hidden_size = 10\n",
    "num_class = 3\n",
    "num_input = 5\n",
    "\n",
    "def init_toy_model():\n",
    "    np.random.seed(0)\n",
    "    return TwoLayerNet(input_size, hidden_size, num_class, std=1e-1)\n",
    "\n",
    "def init_toy_data():\n",
    "    np.random.seed(1)\n",
    "    X = 10 * np.random.randn(num_input, input_size)\n",
    "    y = np.array([0, 1, 2, 2, 1])\n",
    "    return X, y\n",
    "\n",
    "net = init_toy_model()\n",
    "X, y = init_toy_data()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your scores:\n",
      "[[-0.81233741 -1.27654624 -0.70335995]\n",
      " [-0.17129677 -1.18803311 -0.47310444]\n",
      " [-0.51590475 -1.01354314 -0.8504215 ]\n",
      " [-0.15419291 -0.48629638 -0.52901952]\n",
      " [-0.00618733 -0.12435261 -0.15226949]]\n",
      "\n",
      "correct scores:\n",
      "[[-0.81233741 -1.27654624 -0.70335995]\n",
      " [-0.17129677 -1.18803311 -0.47310444]\n",
      " [-0.51590475 -1.01354314 -0.8504215 ]\n",
      " [-0.15419291 -0.48629638 -0.52901952]\n",
      " [-0.00618733 -0.12435261 -0.15226949]]\n",
      "\n",
      "Difference between your scores and correct scores:\n",
      "3.680272093239262e-08\n"
     ]
    }
   ],
   "source": [
    "scores = net.loss(X)\n",
    "print('Your scores:')\n",
    "print(scores)\n",
    "print()\n",
    "print('correct scores:')\n",
    "correct_scores = np.asarray([\n",
    "  [-0.81233741, -1.27654624, -0.70335995],\n",
    "  [-0.17129677, -1.18803311, -0.47310444],\n",
    "  [-0.51590475, -1.01354314, -0.8504215 ],\n",
    "  [-0.15419291, -0.48629638, -0.52901952],\n",
    "  [-0.00618733, -0.12435261, -0.15226949]])\n",
    "print(correct_scores)\n",
    "print()\n",
    "\n",
    "print('Difference between your scores and correct scores:')\n",
    "print(np.sum(np.abs(scores - correct_scores)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference between your loss and correct loss:\n",
      "1.7985612998927536e-13\n"
     ]
    }
   ],
   "source": [
    "loss, _ = net.loss(X, y, reg=0.05)\n",
    "correct_loss = 1.30378789133\n",
    "\n",
    "print('Difference between your loss and correct loss:')\n",
    "print(np.sum(np.abs(loss - correct_loss)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cs231n.gradient_check import eval_numerical_gradient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "b2 max relative error: 4.447646e-11\n",
      "W2 max relative error: 3.440708e-09\n",
      "b1 max relative error: 2.738421e-09\n",
      "W1 max relative error: 3.561318e-09\n"
     ]
    }
   ],
   "source": [
    "loss, grads = net.loss(X, y, reg=0.05)\n",
    "\n",
    "for param_name in grads:\n",
    "    f = lambda W: net.loss(X, y, reg=0.05)[0]\n",
    "    param_grad_num = eval_numerical_gradient(f, net.params[param_name], verbose=False)\n",
    "    print('%s max relative error: %e' % (param_name, rel_error(param_grad_num, grads[param_name])))    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final training loss:  0.017149607938732093\n"
     ]
    }
   ],
   "source": [
    "net = init_toy_model()\n",
    "stats = net.train(X, y, X, y,\n",
    "                 learning_rate=1e-1, reg=5e-6,\n",
    "                 num_iters=100, verbose=False)\n",
    "print('Final training loss: ', stats['loss_his'][-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f255fc9d390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(stats['loss_his'])\n",
    "plt.xlabel('iteration')\n",
    "plt.ylabel('training loss')\n",
    "plt.title('train loss his')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train data shape:  (49000, 3072)\n",
      "Train labels shape:  (49000,)\n",
      "Validation data shape:  (1000, 3072)\n",
      "Validation labels shape:  (1000,)\n",
      "Test data shape:  (1000, 3072)\n",
      "Test labels shape:  (1000,)\n"
     ]
    }
   ],
   "source": [
    "from cs231n.data_utils import load_CIFAR10\n",
    "\n",
    "def get_CIFAR10_data(num_training=49000, num_validation=1000, num_test=1000):\n",
    "    cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n",
    "    \n",
    "    X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "        \n",
    "    mask = list(range(num_training, num_training + num_validation))\n",
    "    X_val = X_train[mask]\n",
    "    y_val = y_train[mask]\n",
    "    mask = list(range(num_training))\n",
    "    X_train = X_train[mask]\n",
    "    y_train = y_train[mask]\n",
    "    mask = list(range(num_test))\n",
    "    X_test = X_test[mask]\n",
    "    y_test = y_test[mask]\n",
    "\n",
    "    mean_image = np.mean(X_train, axis=0)\n",
    "    X_train -= mean_image\n",
    "    X_val -= mean_image\n",
    "    X_test -= mean_image\n",
    "\n",
    "    X_train = X_train.reshape(num_training, -1)\n",
    "    X_val = X_val.reshape(num_validation, -1)\n",
    "    X_test = X_test.reshape(num_test, -1)\n",
    "\n",
    "    return X_train, y_train, X_val, y_val, X_test, y_test\n",
    "\n",
    "try:\n",
    "   del X_train, y_train\n",
    "   del X_test, y_test\n",
    "   print('Clear previously loaded data.')\n",
    "except:\n",
    "   pass\n",
    "\n",
    "X_train, y_train, X_val, y_val, X_test, y_test = get_CIFAR10_data()\n",
    "print('Train data shape: ', X_train.shape)\n",
    "print('Train labels shape: ', y_train.shape)\n",
    "print('Validation data shape: ', X_val.shape)\n",
    "print('Validation labels shape: ', y_val.shape)\n",
    "print('Test data shape: ', X_test.shape)\n",
    "print('Test labels shape: ', y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration 0 / 1000: loss 2.302947\n",
      "iteration 100 / 1000: loss 2.302587\n",
      "iteration 200 / 1000: loss 2.299371\n",
      "iteration 300 / 1000: loss 2.267308\n",
      "iteration 400 / 1000: loss 2.199613\n",
      "iteration 500 / 1000: loss 2.168712\n",
      "iteration 600 / 1000: loss 2.102172\n",
      "iteration 700 / 1000: loss 1.986720\n",
      "iteration 800 / 1000: loss 2.036548\n",
      "iteration 900 / 1000: loss 2.022348\n",
      "Validation accuracy:  0.287\n"
     ]
    }
   ],
   "source": [
    "input_size = 32*32*3\n",
    "hidden_size = 50\n",
    "num_classes = 10\n",
    "net = TwoLayerNet(input_size, hidden_size, num_classes)\n",
    "\n",
    "stats = net.train(X_train, y_train, X_val, y_val,\n",
    "                 learning_rate=1e-4, learning_rate_decay=0.95, reg=0.25,\n",
    "                 num_iters=1000, batch_size=200, verbose=True)\n",
    "\n",
    "val_acc = np.mean(net.predict(X_val) == y_val)\n",
    "print('Validation accuracy: ', val_acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f25582d22b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(stats['loss_his'])\n",
    "plt.title('loss his')\n",
    "plt.xlabel('iteration')\n",
    "plt.ylabel('loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f25582246a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2, 1, 2)\n",
    "plt.plot(stats['train_acc_his'], label='train')\n",
    "plt.plot(stats['val_acc_his'], label='val')\n",
    "plt.title('Classification accuracy history')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Clasification accuracy')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f25581f6240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from cs231n.vis_utils import visualize_grid\n",
    "\n",
    "def show_net_weights(net):\n",
    "    W1 = net.params['W1']\n",
    "    W1 = W1.reshape(32, 32, 3, -1).transpose(3, 0, 1, 2)\n",
    "    plt.imshow(visualize_grid(W1, padding=3).astype(np.uint8))\n",
    "    plt.gca().axis('off')\n",
    "    plt.show()\n",
    "    \n",
    "show_net_weights(net)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lzhang/documentation/cs231n/code/cs231n/assignment1/cs231n/classifiers/neural_net.py:32: RuntimeWarning: divide by zero encountered in log\n",
      "  loss = -np.sum(np.log(np.exp(correct_score) / np.sum(np.exp(stable_scores), axis=1)))\n",
      "/home/lzhang/documentation/cs231n/code/cs231n/assignment1/cs231n/classifiers/neural_net.py:29: RuntimeWarning: overflow encountered in subtract\n",
      "  stable_scores = scores - np.max(scores, axis=1, keepdims=True)\n",
      "/home/lzhang/documentation/cs231n/code/cs231n/assignment1/cs231n/classifiers/neural_net.py:33: RuntimeWarning: overflow encountered in double_scalars\n",
      "  loss = loss/N + reg * np.sum(W1 * W1) + reg * np.sum(W2 * W2)\n",
      "/home/lzhang/documentation/cs231n/code/cs231n/assignment1/cs231n/classifiers/neural_net.py:29: RuntimeWarning: invalid value encountered in subtract\n",
      "  stable_scores = scores - np.max(scores, axis=1, keepdims=True)\n",
      "/home/lzhang/anaconda3/envs/cs231n/lib/python3.6/site-packages/numpy/core/_methods.py:26: RuntimeWarning: invalid value encountered in reduce\n",
      "  return umr_maximum(a, axis, None, out, keepdims)\n",
      "/home/lzhang/documentation/cs231n/code/cs231n/assignment1/cs231n/classifiers/neural_net.py:43: RuntimeWarning: invalid value encountered in greater\n",
      "  Dlayer1_out = Drelu_out * (layer1_out > 0)\n",
      "/home/lzhang/anaconda3/envs/cs231n/lib/python3.6/site-packages/numpy/core/_methods.py:32: RuntimeWarning: overflow encountered in reduce\n",
      "  return umr_sum(a, axis, dtype, out, keepdims)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lr: 0.0004685, reg: 0.009023, val accuracy: 47.6%\n"
     ]
    }
   ],
   "source": [
    "best_net = None\n",
    "\n",
    "max_cnt = 100\n",
    "input_size = 32 * 32 * 3\n",
    "num_class = 10\n",
    "\n",
    "hidden_size = 100\n",
    "batch_size = 200\n",
    "\n",
    "best_acc = 0.0\n",
    "best_lr = 0.0\n",
    "best_reg = 0.0\n",
    "\n",
    "for cnt in range(max_cnt):\n",
    "    learning_rate = 10**np.random.uniform(-7, -3)\n",
    "    reg = 10**np.random.uniform(-5, 5)\n",
    "    net = TwoLayerNet(input_size, hidden_size, num_classes)\n",
    "\n",
    "    stats = net.train(X_train, y_train, X_val, y_val,\n",
    "                num_iters=1000, batch_size=batch_size,\n",
    "                learning_rate=learning_rate, learning_rate_decay=0.95,\n",
    "                reg=reg, verbose=False)\n",
    "\n",
    "    val_acc = (net.predict(X_val) == y_val).mean()\n",
    "    if val_acc > best_acc:\n",
    "        best_acc = val_acc\n",
    "        best_net = net\n",
    "        best_lr = learning_rate\n",
    "        best_reg = reg\n",
    "print('lr: %.4g, reg: %.4g, val accuracy: %.1f%%' %(best_lr, best_reg, best_acc*100))    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2556874a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_net_weights(best_net)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration 0 / 100: loss 1.473653\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f255816f400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stats = best_net.train(X_train, y_train, X_val, y_val)\n",
    "\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(stats['loss_his'])\n",
    "plt.title('Loss history')\n",
    "plt.xlabel('Iteration')\n",
    "plt.ylabel('Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f25581fd668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2, 1, 2)\n",
    "plt.plot(stats['train_acc_his'], label='train')\n",
    "plt.plot(stats['val_acc_his'], label='val')\n",
    "plt.title('Classification accuracy history')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Clasification accuracy')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test accuracy:  0.454\n"
     ]
    }
   ],
   "source": [
    "test_acc = (best_net.predict(X_test) == y_test).mean()\n",
    "print('Test accuracy: ', test_acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
